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"The Simple Mathematics of Large Language Models" is a concise free paper if you want to understand the mathematics behind modern LLMs and systems such as ChatGPT and Claude.
I have shared several resources in the past that explain the mathematics behind these systems in detail, but they are often quite long. This paper is only about 20 pages, so I think it is a useful resource if you want a compact introduction without starting from a much larger textbook.
It covers token representations, context, attention as learned weighted averaging, projections and bilinear forms, multi-head attention, normalization, positional information, softmax, maximum likelihood, cross-entropy, and gradient descent. Together, these topics give a concise mathematical picture of how a language model works.
Save it to your bookmarks. It can be useful as a quick reference.
https://t.co/Y6p8DrdttV
๐ Ninth lecture is live on YouTube! โถ๏ธ
Introduction to Deep Learning Research ๐ฌ
Lesson 09: A softer perceptron, part V: multi-class likelihood and loss
Two soft cousins ๐ฏ: softargmax ๐บ for the probs, softmax โ yแตs ๐ for the loss
https://t.co/NhaU1tz8qQ
๐ Eighth lecture is live on YouTube! โถ๏ธ
Introduction to Deep Learning Research ๐ฌ
Lesson 08: A softer perceptron, part IV: hardening and multi-class
One update rule ๐ w โ w + (y โ แปน)f(x), soft ๏ฟฝ๏ฟฝ or hard ๐ง, 2 classes or K
https://t.co/WTMgxW8RrM
Inside @MODVA_UPDF deployment in Gaza
Highly placed military sources have confirmed that Trump had tabled his request to President Yoweri Museveni under his Board of Peace to help in setting up the International Stabilisation Force (ISF) tasked with helping maintain order in Gaza. The source said Museveni had given a nod to the request.
DETAILS ๐๐https://t.co/BBxwIQDKnK
#VisionUpdates
All vehicles used in the transportation of learners across the country will have a uniform colour to enhance visibility and ensure the safety of learners, the works and transport ministry has declared.
DETAILS || #VisionUpdates ๐๐https://t.co/sAIadjQtQW
@system_monarch 1. Serverless infra are charged based on requests which is extremely low for apps that have low user base
2. For choosing btn microservices and monolith you need to know what the app will do. if doing a lot of processing on a monolith it can max out the CPU